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194 lines
7.4 KiB
Python
194 lines
7.4 KiB
Python
# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
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#
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# SPDX-License-Identifier: Apache-2.0
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import datetime
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import functools
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import logging
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import os
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import uuid
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from collections import defaultdict
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from collections.abc import Callable
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from pathlib import Path
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from typing import TYPE_CHECKING, Any
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import posthog
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import yaml
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from haystack import logging as haystack_logging
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from haystack.core.serialization import generate_qualified_class_name
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from haystack.telemetry._environment import collect_system_specs
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if TYPE_CHECKING:
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from haystack.core.pipeline import Pipeline
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HAYSTACK_TELEMETRY_ENABLED = "HAYSTACK_TELEMETRY_ENABLED"
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CONFIG_PATH = Path("~/.haystack/config.yaml").expanduser()
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#: Telemetry sends at most one event every number of seconds specified in this constant
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MIN_SECONDS_BETWEEN_EVENTS = 60
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logger = haystack_logging.getLogger(__name__)
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class Telemetry:
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"""
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Haystack reports anonymous usage statistics to support continuous software improvements for all its users.
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You can opt-out of sharing usage statistics by manually setting the environment
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variable `HAYSTACK_TELEMETRY_ENABLED` as described for different operating systems on the
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[documentation page](https://docs.haystack.deepset.ai/docs/telemetry#how-can-i-opt-out).
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Check out the documentation for more details: [Telemetry](https://docs.haystack.deepset.ai/docs/telemetry).
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"""
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def __init__(self) -> None:
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"""
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Initializes the telemetry.
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Loads the user_id from the config file, or creates a new id and saves it if the file is not found.
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It also collects system information which cannot change across the lifecycle
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of the process (for example `is_containerized()`).
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"""
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posthog.api_key = "phc_C44vUK9R1J6HYVdfJarTEPqVAoRPJzMXzFcj8PIrJgP"
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posthog.host = "https://eu.posthog.com"
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# disable posthog logging
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for module_name in ["posthog", "backoff"]:
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logging.getLogger(module_name).setLevel(logging.CRITICAL)
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# Prevent module from sending errors to stderr when an exception is encountered during an emit() call
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logging.getLogger(module_name).addHandler(logging.NullHandler())
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logging.getLogger(module_name).propagate = False
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self.user_id = ""
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if CONFIG_PATH.exists():
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# Load the config file
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try:
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with open(CONFIG_PATH, encoding="utf-8") as config_file:
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config = yaml.safe_load(config_file)
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if "user_id" in config:
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self.user_id = config["user_id"]
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except Exception as e:
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logger.debug(
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"Telemetry could not read the config file {config_path}", config_path=CONFIG_PATH, exc_info=e
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)
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else:
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# Create the config file
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logger.info(
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"Haystack sends anonymous usage data to understand the actual usage and steer dev efforts "
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"towards features that are most meaningful to users. You can opt-out at anytime by manually "
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"setting the environment variable HAYSTACK_TELEMETRY_ENABLED as described for different "
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"operating systems in the "
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"[documentation page](https://docs.haystack.deepset.ai/docs/telemetry#how-can-i-opt-out). "
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"More information at [Telemetry](https://docs.haystack.deepset.ai/docs/telemetry)."
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)
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CONFIG_PATH.parents[0].mkdir(parents=True, exist_ok=True)
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self.user_id = str(uuid.uuid4())
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try:
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with open(CONFIG_PATH, "w") as outfile:
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yaml.dump({"user_id": self.user_id}, outfile, default_flow_style=False)
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except Exception as e:
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logger.debug(
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"Telemetry could not write config file to {config_path}", config_path=CONFIG_PATH, exc_info=e
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)
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self.event_properties = collect_system_specs()
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def send_event(self, event_name: str, event_properties: dict[str, Any] | None = None) -> None:
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"""
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Sends a telemetry event.
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:param event_name: The name of the event to show in PostHog.
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:param event_properties: Additional event metadata. These are merged with the
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system metadata collected in __init__, so take care not to overwrite them.
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"""
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event_properties = event_properties or {}
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try:
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posthog.capture(
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distinct_id=self.user_id, event=event_name, properties={**self.event_properties, **event_properties}
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)
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except Exception as e:
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logger.debug("Telemetry couldn't make a POST request to PostHog.", exc_info=e)
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def send_telemetry(func: Callable[..., Any]) -> Callable[..., None]:
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"""
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Decorator that sends the output of the wrapped function to PostHog.
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The wrapped function is actually called only if telemetry is enabled.
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"""
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@functools.wraps(func)
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def send_telemetry_wrapper(*args: Any, **kwargs: Any) -> None:
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try:
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if telemetry:
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output = func(*args, **kwargs)
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if output:
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telemetry.send_event(*output)
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except Exception as e:
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# Never let telemetry break things
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logger.debug("There was an issue sending a telemetry event", exc_info=e)
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return send_telemetry_wrapper
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@send_telemetry
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def pipeline_running(pipeline: "Pipeline") -> tuple[str, dict[str, Any]] | None:
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"""
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Collects telemetry data for a pipeline run and sends it to Posthog.
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Collects name, type and the content of the _telemetry_data attribute, if present, for each component in the
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pipeline and sends such data to Posthog.
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:param pipeline: the pipeline that is running.
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"""
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pipeline._telemetry_runs += 1
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if (
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pipeline._last_telemetry_sent
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and (datetime.datetime.now() - pipeline._last_telemetry_sent).total_seconds() < MIN_SECONDS_BETWEEN_EVENTS
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):
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return None
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pipeline._last_telemetry_sent = datetime.datetime.now()
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# Collect info about components
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components: dict[str, list[dict[str, Any]]] = defaultdict(list)
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for component_name, instance in pipeline.walk():
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component_qualified_class_name = generate_qualified_class_name(type(instance))
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if hasattr(instance, "_get_telemetry_data"):
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telemetry_data = instance._get_telemetry_data()
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if not isinstance(telemetry_data, dict):
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raise TypeError(
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f"Telemetry data for component {component_name} must be a dictionary but is {type(telemetry_data)}."
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)
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components[component_qualified_class_name].append({"name": component_name, **telemetry_data})
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else:
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components[component_qualified_class_name].append({"name": component_name})
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# Data sent to Posthog
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return "Pipeline run (2.x)", {
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"pipeline_id": str(id(pipeline)),
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"pipeline_type": generate_qualified_class_name(type(pipeline)),
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"runs": pipeline._telemetry_runs,
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"components": components,
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}
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@send_telemetry
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def tutorial_running(tutorial_id: str) -> tuple[str, dict[str, Any]]:
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"""
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Send a telemetry event for a tutorial, if telemetry is enabled.
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:param tutorial_id: identifier of the tutorial
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"""
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return "Tutorial", {"tutorial.id": tutorial_id}
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telemetry = None
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if os.getenv("HAYSTACK_TELEMETRY_ENABLED", "true").lower() in ("true", "1"):
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telemetry = Telemetry()
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